Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "143"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 143 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 227 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 219 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_18993/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 143, Node 14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.942957 -0.804942 6.939932 0.637044 18.045944 -0.243320 4.922690 -0.183208 0.7744 0.8151 0.2314 16.964826 20.779441
2459593 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.384116 -1.304387 2.414614 0.292642 1.296567 -1.052948 1.303055 -0.820157 0.7546 0.7525 0.2425 6.100216 6.250424
2459592 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.391350 3.823505 35.505823 40.710281 36.411591 36.176986 1.399473 3.277036 0.7257 0.7394 0.4540 nan nan
2459591 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.443183 -1.452657 3.241257 1.078599 1.094857 -0.172272 0.659234 -1.161565 0.6952 0.7096 0.3582 6.161888 5.499663
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.214498 -0.939962 3.397146 0.890498 14.187109 -0.000456 14.561600 -1.013763 0.6511 0.7065 0.3580 5.904062 6.942461
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.632159 -1.535264 3.043855 0.910775 20.608939 -0.597427 3.206988 -0.609200 0.6909 0.7332 0.2737 6.731168 8.574653
2459588 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.603973 -1.346953 3.406452 -0.009421 1.838916 -0.027658 1.288908 -0.681392 0.7990 0.7819 0.2124 11.680735 8.864819
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.900122 -1.135028 5.172261 1.582643 1.021359 -0.984550 0.265879 -1.281782 nan nan nan 6.768649 6.532960
2459586 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.260335 1.101342 3.186165 2.319158 8.261573 8.133135 6.490834 0.254153 0.6796 0.6951 0.3516 7.736295 7.305161
2459585 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 34.747772 36.516125 14.213798 15.683440 2.607764 4.608583 5.705510 5.839440 0.6681 0.6756 0.3675 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.225614 0.981087 3.680924 -0.212174 11.747004 -1.182558 2.472464 -0.965409 0.6306 0.6449 0.3559 0.842107 0.855591
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.313257 -0.400637 3.553534 -0.546289 4.141302 1.210790 -0.281823 -0.870689 0.6921 0.7090 0.3682 0.000000 0.000000
2459582 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.680618 -0.277284 2.930412 -0.408570 2.906432 0.552653 0.012249 -0.942575 0.6948 0.7101 0.3711 5.521468 5.298205
2459581 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.236166 -0.459809 3.527878 -0.083783 3.291481 0.304871 -0.223490 -1.032850 0.7015 0.7151 0.3649 6.009478 5.720361
2459580 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.872803 -0.406635 3.011624 0.029380 2.777338 0.795059 -0.543924 -1.137447 0.6958 0.7087 0.3671 0.000000 0.000000
2459579 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.934627 -0.548798 3.920832 -0.097547 3.033991 0.339539 -0.181642 -0.950120 0.6922 0.7055 0.3704 5.336742 5.268936
2459578 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.071288 4.584906 17.973347 22.764876 34.020245 37.368982 31.795017 26.717619 0.7462 0.7627 0.4603 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 37.875443 -0.677978 3.291092 -0.136148 16.460245 0.272841 4.364419 -0.979357 0.6285 0.7040 0.3794 5.138378 5.497143
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 35.307918 -0.801117 2.580805 -0.319926 7.235793 0.013176 1.664951 -0.858730 0.6380 0.7313 0.3753 5.526911 6.608301
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.993331 -0.635112 2.250397 -0.652867 13.510619 -0.751878 6.592320 -0.922479 0.6801 0.7269 0.3659 6.299580 6.812750
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.271990 -0.188425 4.442083 -0.080632 3.367141 0.197857 -0.227535 -0.510708 0.7116 0.7307 0.3631 7.602436 5.755355
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 44.221837 -0.478577 3.040009 -0.416886 4.732074 0.031244 1.374291 -0.676826 0.6035 0.7307 0.3713 4.172858 4.636836
2459571 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.564484 4.227704 19.657850 24.552848 107.428846 105.409860 58.415268 43.863494 0.6722 0.7273 0.4151 nan nan
2459570 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 28.034420 -0.466379 2.735182 -0.287005 2.450627 0.337773 9.180103 0.440205 0.6285 0.7331 0.3463 0.000000 0.000000
2459569 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.691555 -0.478505 3.044386 -0.363523 9.674766 -0.589880 4.988412 -0.643580 0.7630 0.7971 0.2179 6.813505 5.548197
2459566 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.876350 -0.255048 3.470524 -0.253623 1.532474 0.071873 2.599645 0.274283 0.7036 0.7188 0.3858 6.436363 6.173317
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.042832 0.042832 0.026138 0.026138 -0.845420 -0.845420 -0.928844 -0.928844 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.993258 -0.774347 -0.213980 -1.724407 5.695941 0.239191 0.242135 1.111059 0.7081 0.7321 0.3761 6.593152 5.328986
2459563 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.862754 -0.377593 -0.466507 0.478994 0.206060 0.521858 -0.026180 -0.835427 0.7231 0.7315 0.3674 5.299235 4.794542
2459562 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.623129 -0.633287 1.831640 -0.646239 1.434120 0.559207 0.511448 -0.134377 0.7254 0.7375 0.3634 3.918075 3.541359
2459561 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.421076 -0.431299 1.808618 -0.651669 1.357320 0.920492 0.321688 -0.491728 0.7221 0.7374 0.3622 3.544602 3.264395
2459560 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.443763 -0.312470 1.967110 -0.718697 1.769085 1.067143 0.318815 -0.498323 0.7184 0.7308 0.3749 4.696335 3.946096
2459559 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.623464 -0.733893 1.809047 -0.943749 2.012394 0.978546 1.766275 -0.384774 0.7204 0.7305 0.3674 3.397892 3.074865
2459558 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.674617 0.114826 3.490355 -0.444812 2.568223 1.106553 1.142522 -0.680635 0.7250 0.7325 0.3700 4.376688 3.851820
2459557 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7936 0.7992 0.3507 nan nan
2459556 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.062939 -0.423997 3.631675 -0.462484 2.764792 0.656272 -0.171563 -1.027442 0.7191 0.7301 0.3707 4.462126 3.787632
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7264 0.7360 0.3768 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7230 0.7316 0.3769 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.815561 -0.653917 4.716782 0.943385 5.227533 -2.108037 2.196998 -0.877324 0.7236 0.7344 0.3754 7.849907 8.946556
2459551 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.493092 -0.475024 2.095749 -1.003805 2.882259 1.097333 0.632779 0.012342 0.7242 0.7338 0.3731 3.858858 3.371095
2459550 RF_maintenance - 27.18% 27.18% 0.00% - - nan nan nan nan nan nan nan nan 0.5328 0.5313 0.3212 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.273709 -0.275289 3.739580 -0.056377 3.147112 1.020182 3.983577 0.065671 0.7208 0.7319 0.3819 4.340774 3.849727
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 35.195443 -0.608826 5.107003 0.829687 1.868971 0.015605 4.991076 0.431030 0.7080 0.7763 0.3437 4.371393 4.015987
2459541 RF_maintenance 100.00% 1.34% 1.34% 0.00% 100.00% 0.00% 17.063398 -0.809806 4.141515 0.474553 8.678642 1.058132 5.182779 0.252959 0.7296 0.7670 0.3107 6.388043 5.370383
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.785000 -0.336372 1.985802 -0.630363 1.337023 -0.006573 0.641649 -0.382509 0.7702 0.7753 0.3197 4.080265 3.454139
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.811436 -1.122944 5.458402 1.704159 1.872456 -0.610833 0.139511 -1.333913 0.7542 0.7575 0.3884 9.187981 6.498964
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.323610 -0.593927 1.924065 -0.589991 1.957024 -0.488142 0.565916 -0.269773 0.8001 0.7982 0.3255 4.077859 3.378972
2459534 RF_maintenance 100.00% 98.66% 98.66% 0.00% 100.00% 0.00% 2.710338 3.259502 1.386978 -1.093453 2.398938 4.353561 8.838487 9.260068 0.0642 0.0906 0.0117 1.209381 1.213130
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.380807 -0.830392 3.713004 -0.054074 2.835969 1.154584 -0.296506 -0.794929 0.7436 0.7538 0.3766 5.278970 3.817239
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.220554 0.479970 5.017086 0.045958 3.191707 0.069956 -0.034837 -0.896026 0.7488 0.7579 0.3668 4.843188 3.812053
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.586926 -0.335419 1.673557 -0.685953 1.954286 0.531674 0.591652 -0.343001 0.7654 0.7669 0.3634 4.507200 4.089414
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.431181 -0.286959 5.009469 -0.370239 4.648230 0.120881 0.506012 -0.393953 0.9169 0.9467 0.2562 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 2.132250 -0.238131 5.547022 0.354626 1.039983 1.560114 0.627694 -0.288681 nan nan nan 6.371213 5.514488
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.769867 -0.753091 4.415489 0.400939 2.188688 -0.130891 1.721796 -0.234263 0.7287 0.7409 0.3008 5.831144 6.173428
2459513 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.247673 5.814053 18.504711 23.729322 27.810574 50.800959 20.013121 16.974219 0.8715 0.9220 0.2112 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.928128 -0.667348 4.573229 -1.049311 9.231245 -1.041754 8.386611 -1.207327 0.9257 0.9576 0.1382 0.000000 0.000000
2459505 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.732306 -0.486133 3.263601 0.148247 1.676237 0.498849 -0.653507 -0.927088 0.1108 0.1134 0.0065 1.225752 1.223353
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.865967 -0.432236 4.523720 0.727659 7.107973 0.274605 7.557502 -0.754645 0.8926 0.8915 0.3842 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.434207 -0.296461 3.854058 0.241704 2.915180 1.514659 2.559422 -0.888293 0.2082 0.2163 0.0446 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.476106 -0.918130 4.674041 -0.729988 6.134121 -0.717321 1.767742 -0.514457 0.2168 0.2317 0.0469 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.434031 -0.797301 5.836245 -0.713521 5.822970 -0.438134 0.656286 -0.675816 0.1921 0.2139 0.0220 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.715437 -0.658511 4.054621 0.063217 4.202159 -0.109938 0.158190 -0.790164 0.2020 0.2321 0.0476 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.616278 -0.031438 4.099021 0.473291 4.952454 1.217850 -0.191162 -0.837004 0.2537 0.2919 0.0578 0.000000 0.000000
2459496 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.026446 -1.043617 4.297603 0.127715 4.530873 0.795738 -0.407489 -0.827483 0.9262 0.9321 0.3526 0.000000 0.000000
2459495 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.183460 -0.514980 3.965264 0.118428 4.311863 0.687178 -0.266270 -0.881275 0.9230 0.9281 0.3795 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.274176 -0.630172 2.486127 -0.651663 5.337852 0.916492 49.330697 -0.793560 0.8982 0.9205 0.4145 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.101119 -0.219582 3.053851 1.356400 0.591878 2.904164 9.494875 -1.016700 0.7631 0.8133 0.3223 0.000000 0.000000
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.302179 -0.197759 2.996760 1.596336 10.546509 1.883242 4.484406 -1.073906 0.7965 0.8248 0.2668 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.954646 0.125112 2.581787 2.256693 1.017834 2.549103 5.370119 -0.579902 0.7545 0.8090 0.3644 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.068976 -0.311574 2.743757 1.427341 15.212337 3.414512 1.377272 -0.645585 0.7514 0.8159 0.3224 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.329489 -0.010710 -0.029788 1.250409 10.712158 2.595448 194.687825 -0.763772 0.7268 0.8195 0.3639 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 143: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 0.040380 -0.538605 -0.154196 0.040380 -0.010308 -0.033046 -0.492553 -1.096065 -0.173094

Antenna 143: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 0.407239 -0.070922 -1.167469 0.407239 -1.042683 0.352338 -0.927940 -0.053981 -0.834788

Antenna 143: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 0.709375 -1.144133 0.415402 0.112331 0.709375 -0.892510 0.448707 -1.122814 -0.298176

Antenna 143: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.818688 1.818688 -0.487258 0.663071 0.438817 -0.110297 -0.233327 -0.581263 -1.129667

Antenna 143: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape 1.674682 1.674682 1.390483 -0.693438 -0.655543 -0.434454 -0.752385 -0.590296 -0.683472

Antenna 143: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape 0.826995 0.359552 0.826995 -0.870090 -0.070192 -1.085067 -0.529659 -0.383901 0.052035

Antenna 143: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 8.963993 5.651962 4.561119 8.963993 6.242625 8.657099 7.127561 -3.407090 -2.571175

Antenna 143: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.463273 -0.595817 0.463273 -0.805072 -0.621919 -0.918178 -0.948120 -0.804975 -0.706332

Antenna 143: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.702985 0.702985 -0.427673 -0.082466 -0.858117 -0.312575 -0.509845 -0.941776 -0.582088

Antenna 143: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power -0.249456 -0.501391 -0.404649 -0.797379 -0.249456 -0.933655 -0.386875 -0.450477 -0.322922

Antenna 143: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 0.051401 -0.338064 -0.664195 -0.218406 -0.598694 0.051401 -0.081202 -0.339635 -0.432857

Antenna 143: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.839134 -0.057579 0.839134 -0.876378 -0.614563 -0.892503 0.233834 -0.720143 -0.585325

Antenna 143: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 1.428551 0.449640 -0.828979 -0.606524 -0.435149 -1.092940 1.428551 -0.833741 0.353185

Antenna 143: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.458076 -0.333150 0.458076 -0.753408 -0.700653 -0.878575 -1.188370 -0.289743 -0.744628

Antenna 143: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.021418 1.021418 -0.753381 0.139702 -0.791820 0.024958 -0.594456 -0.919160 -0.421896

Antenna 143: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Discontinuties -0.006752 -0.980592 -0.372199 -0.777282 -0.265939 -0.900616 -0.304583 -0.256635 -0.006752

Antenna 143: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape -0.227719 -0.227719 -0.670233 -1.015606 -0.254563 -1.173213 -0.668155 -0.711900 -0.262353

Antenna 143: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape -0.016883 -0.926023 -0.016883 -0.494040 -0.854782 -0.474328 -0.785501 -0.203075 -0.670130

Antenna 143: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape -0.129230 -0.129230 -0.249595 -0.720238 -0.259509 -1.272584 -0.318313 -0.622872 -0.268358

Antenna 143: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.014259 1.014259 -0.103786 -0.684584 -0.799384 -0.777310 -0.976301 0.021242 -0.586864

Antenna 143: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape -0.110576 -0.403380 -0.110576 -0.857689 -0.277556 -0.391212 -0.198450 -0.718187 -0.218833

Antenna 143: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.327897 0.327897 -0.827122 -0.856712 -0.443753 0.036632 -0.141508 -0.457016 -0.656527

Antenna 143: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 42.677009 21.967775 23.548258 27.661320 27.826402 42.677009 33.576227 14.549729 20.923167

Antenna 143: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 Not Found nn Shape 42.921690 42.921690 41.347828 41.700199 40.182563 23.778199 28.761101 4.927765 4.358336

Antenna 143: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 0.224547 -0.555453 0.136489 -0.274627 -0.927639 0.224547 -0.646857 -0.152991 -0.573487

Antenna 143: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 28.192213 23.487974 26.202657 27.953953 28.192213 8.952099 8.300592 18.032700 19.649346

Antenna 143: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.586123 0.586123 -0.615205 -0.048368 -0.999793 -0.477552 -0.013534 -1.087190 -0.667542

Antenna 143: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 44.852723 25.609147 27.922570 38.387516 39.182870 44.852723 40.929757 3.708171 4.681382

Antenna 143: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 73.413141 53.004338 49.753619 51.039119 50.041955 69.633887 73.413141 14.564991 13.867191

Antenna 143: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 52.554171 28.272231 31.547435 52.363137 52.491899 52.554171 48.238703 9.985069 12.942674

Antenna 143: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.215615 1.215615 -0.270104 -0.420843 -0.864302 -1.020194 -0.225970 -0.953329 -0.359408

Antenna 143: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Power 30.214325 29.831687 26.896682 30.203037 30.214325 29.619179 29.237519 5.349510 5.271544

Antenna 143: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 1.414358 -0.789152 1.414358 -1.025783 0.115196 0.949816 -0.456016 -0.369714 -0.926230

Antenna 143: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 28.621205 20.980523 23.165011 27.896888 28.174750 28.621205 28.573635 14.149187 14.011177

Antenna 143: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 55.955185 21.234760 19.131235 28.574281 28.332626 55.955185 52.240484 6.136911 6.306951

Antenna 143: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 48.829050 22.617834 21.200878 26.814637 26.677371 41.056106 48.829050 6.353094 5.066828

Antenna 143: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Temporal Variability 78.540317 17.745420 17.054162 25.537302 25.574132 74.985477 78.540317 3.650291 3.267647

Antenna 143: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.659503 0.659503 -0.310798 -0.916652 -1.142152 -0.702161 -0.105637 -0.700760 -0.434022

Antenna 143: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 105.737418 14.645991 16.262809 24.980474 25.276051 92.696637 105.737418 11.966992 10.172067

Antenna 143: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 121.829351 18.288181 16.214363 21.503742 21.374882 121.829351 104.626799 9.523973 7.614646

Antenna 143: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 53.884455 17.928000 20.705493 21.460301 21.518000 48.481466 53.884455 11.370631 13.763385

Antenna 143: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 83.422228 16.170163 18.451427 21.278957 21.324368 73.564410 83.422228 16.765258 18.649568

Antenna 143: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok ee Shape 0.912907 0.912907 -0.479208 -0.028410 -0.923559 -0.311742 -0.358885 -1.004370 -0.515346

Antenna 143: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 54.073551 24.031660 20.932647 25.158070 25.033914 54.073551 46.284288 15.209238 14.888924

Antenna 143: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power inf 388.583425 388.779535 inf inf 2273.672457 2189.173582 8937.902934 9282.852612

Antenna 143: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Power 16.531510 5.590235 5.398792 16.531510 16.370564 1.930086 1.508408 0.589249 0.209782

Antenna 143: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 50.099564 5.996317 5.158092 16.219710 15.932000 50.099564 38.906839 13.497626 11.410706

Antenna 143: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Shape 0.726980 0.726980 -0.473015 -0.427340 -0.721979 -0.559892 0.464966 -0.882231 -0.247506

Antenna 143: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance nn Shape 1.245541 1.245541 1.149069 -1.221208 -1.226446 1.072942 1.018919 -1.154869 -0.467893

Antenna 143: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance nn Temporal Variability 38.158832 20.427742 17.695149 32.049665 31.988096 38.158832 29.376212 35.847955 29.142646

Antenna 143: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Power 40.238491 18.285545 15.459806 39.829989 40.238491 24.796404 23.812860 4.808635 3.808519

Antenna 143: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Shape 1.388406 1.388406 -0.289384 -0.407139 -0.304919 1.154584 -0.642186 -0.584917 -0.439674

Antenna 143: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Shape 1.669834 -0.329630 1.669834 0.007214 -0.746527 -0.583739 -0.213792 -0.432453 -0.470830

Antenna 143: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Temporal Discontinuties 3073.952445 1116.161967 1116.161967 1025.840199 1025.840199 821.617019 821.617019 3073.952445 3073.952445

Antenna 143: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance nn Temporal Discontinuties 2.566401 2.298185 2.298185 1.992194 1.992194 2.137722 2.137722 2.566401 2.566401

Antenna 143: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Temporal Discontinuties 12.696974 7.542463 7.542463 7.496483 7.496483 8.172638 8.172638 12.696974 12.696974

Antenna 143: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance ee Shape 1.416843 -0.999061 1.416843 0.713862 0.052901 0.042641 -0.000552 -1.247835 0.695581

Antenna 143: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Discontinuties 2.324896 0.585493 -1.313263 1.370690 0.773237 1.997820 -0.244139 2.324896 0.616265

Antenna 143: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape 1.343110 1.343110 -0.201616 1.053649 -0.395392 0.551990 -0.617828 0.916295 -0.704684

Antenna 143: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 2.213547 0.641041 -1.377522 1.069958 -0.019777 2.213547 -0.585220 0.670933 -1.118988

Antenna 143: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Power 1.531798 0.908210 -1.550192 1.531798 0.265853 -0.146064 -0.752440 0.940617 -0.583853

Antenna 143: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 3.690638 1.401922 -1.351773 1.715105 -0.090458 3.690638 -0.774031 0.235184 -0.860822

Antenna 143: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 143: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Discontinuties 2.141590 -0.758206 -0.347916 0.731404 0.883626 -0.895321 1.553842 -1.758605 2.141590

Antenna 143: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Temporal Discontinuties 1.395599 -1.372386 0.499475 0.275867 0.783345 0.649325 1.283716 1.395599 1.327920

Antenna 143: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Discontinuties 3.631556 -1.162275 0.660348 0.334685 0.529223 0.182665 0.208821 0.759850 3.631556

Antenna 143: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Power 0.873081 0.573028 -1.441590 0.873081 0.575270 0.780674 0.151104 -0.887461 -1.463217

Antenna 143: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Power 1.196418 -1.415395 1.106253 0.544345 1.196418 -1.143325 0.466897 -1.097026 -0.646692

Antenna 143: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape 1.135127 1.135127 -1.169627 0.410419 0.592776 -0.747381 -0.566975 -0.584565 -0.791000

Antenna 143: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape 1.191697 -1.294156 1.191697 0.804528 0.216337 -0.590095 0.267331 -1.025360 -0.402980

Antenna 143: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 1.976691 0.672071 -0.884172 0.760505 0.807412 1.976691 0.354091 -0.279091 -1.191474

Antenna 143: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Discontinuties 1.523453 -1.167455 1.105805 0.427661 0.841062 -0.358342 0.212191 -1.068246 1.523453

Antenna 143: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 3.814356 -0.690836 1.750332 0.840501 0.812494 -0.977124 3.814356 -1.439335 -0.175711

Antenna 143: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 143: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Power 57.306634 23.393541 21.271417 57.306634 51.358136 23.630895 30.195093 34.126470 45.632157

Antenna 143: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 2.805666 0.669493 -0.969204 0.922497 0.273905 2.805666 -0.341436 1.986192 -1.101058

Antenna 143: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Power 61.953109 23.435804 19.805393 61.953109 60.247429 22.337845 21.983348 10.344971 6.840298

Antenna 143: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Power 79.554389 25.918407 23.142006 79.554389 77.001255 29.727899 29.345482 9.613650 14.044069

Antenna 143: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 0.861662 -1.098634 0.669162 0.502663 -0.105305 -0.088053 0.861662 -1.646850 -0.070634

Antenna 143: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Power 55.096391 26.910567 28.993338 49.728898 55.096391 40.111409 31.950640 25.836119 18.371325

Antenna 143: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance nn Power inf 957.193666 1553.338520 inf inf 36473.105773 62305.210086 29473.447258 51485.044009

Antenna 143: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Shape 3.246481 3.246481 0.343139 0.658581 0.558099 2.244903 -0.323995 0.158480 -0.502267

Antenna 143: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 14 RF_maintenance ee Temporal Variability 1.709252 0.426601 -0.353868 1.252576 0.997351 1.709252 -0.223081 0.894345 0.366593